How to automatically solve reCAPTCHA using Selenium and Auto Captcha Filler
This guide provides a step-by-step approach to bypassing reCAPTCHA using Selenium and an auto-fill method, ideal for developers looking to streamline testing and automation tasks.
reCAPTCHA Auto Bypass Using Selenium and Auto-Fill
In this article, we’ll demonstrate how to bypass image-based reCAPTCHA challenges (3x3 or 4x4 grids) using Selenium and captcha solver.
How to Bypass reCAPTCHA
The reCAPTCHA bypass script operates through several stages:
- Detection: The script detects a reCAPTCHA challenge on the webpage.
- Capture: It programmatically captures reCAPTCHA image data and relevant parameters.
- Sending Data to API: The challenge data is sent to the captcha solver API, which processes the request and returns the correct solution.
- Human-Like Interaction: Once the solution is returned, the script interacts with the CAPTCHA widget by clicking specified grid cells, simulating human behavior to reduce detection risk.
Tools:
- 2Captcha API: Provides high-speed solutions using AI-based image analysis.
- Selenium WebDriver: Automates browser interaction and handles reCAPTCHA elements.
Installation and Setup
To use this script, clone the repository, install the required dependencies, and run the example script.
# Clone the repository
git clone git@github.com/2captcha/selenium-recaptcha-solver-using-grid.git
cd selenium-recaptcha-solver-using-grid
# Install dependencies
pip install -r requirements.txt
# Run the script
python main.py
Configuration
To configure the script, you’ll need to set your 2Captcha API key as an environment variable:
export APIKEY=your_api_key
Workflow
This script uses the grid-based method for solving reCAPTCHA challenges. Here’s a breakdown of each step:
- Extracting CAPTCHA Data: The script captures challenge image data and relevant parameters for solving the CAPTCHA.
- Sending Data to captcha solver API: The captured image data is sent to the captcha solver API, which provides the grid cells to click.
- Simulated Interaction: Once the solution is returned, Selenium interacts with the CAPTCHA by clicking the specified cells and finally clicking the `Verify` button to complete the challenge.
Example of a typical API response for a 3x3 grid CAPTCHA:
{
"rows": 3,
"columns": 3,
"type": "GridTask",
"comment": "Select all images with crosswalks, click verify once none are left",
"body": "XXXXXXXX"
}
Solution response from the API might look like:
{ "status": 1, "data": "click:3/6/8", "id": "XXXXXXXX" }
In this response, click:3/6/8 indicates that cells 3, 6, and 8 should be clicked. The grid cells are numbered left to right, top to bottom, starting from the top-left corner.
Typically, solving a reCAPTCHA requires passing 1-5 challenges, though more complex configurations may require additional steps.
Error Handling
- ERROR_CAPTCHA_UNSOLVABLE: When a CAPTCHA is too complex, implement retry logic or escalation.
- Temporary Blockage: High failure rates or frequent attempts can trigger temporary reCAPTCHA blocking. Mitigate this with IP rotation or by waiting before retrying.
Pros
- No Token Management: This method bypasses the need to handle reCAPTCHA tokens directly, relying instead on simulated interactions.
- Simplified Automation: Direct interactions with reCAPTCHA elements make it an effective solution for automation.
Cons
- Setup Complexity: Requires time to set up and configure.
- Variable Costs: Solving CAPTCHAs incurs API costs, which may vary based on difficulty and volume.
- Browser Automation Dependency: Relies on Selenium, which ensures proper interaction but depends on browser automation.
For JavaScript users, a similar example is available using JavaScript captcha solver with Puppeteer tools.
Final wolds
With this method, you now have a powerful, automated solution for handling reCAPTCHA challenges within your web automation tasks. By combining Selenium with the 2Captcha API, this approach provides a scalable, flexible way to bypass CAPTCHA obstacles seamlessly, allowing you to focus on more important aspects of your workflow. Just remember to handle error scenarios. Happy automating!